Period
to 22 September 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 22 September 2019 with a comparison to the same period over the previous 2 years.

Data Structures
Cambridgeshire > Cambridge
6 months to
22 Sep 2019
Same period 2018 Same period 2017
Rank 84 96 108
Rank change year-on-year +12 +12 -4
Permanent jobs citing Data Structures 38 58 63
As % of all permanent IT jobs advertised in Cambridge 2.48% 2.42% 2.36%
As % of the Miscellaneous category 4.99% 5.37% 5.32%
Number of salaries quoted 5 56 44
Cambridge median annual salary £80,000 £57,500 £50,000
Median salary % change year-on-year +39.13% +15.00% -
10th Percentile £45,000 £36,250 £32,500
90th Percentile £85,000 £72,500 £68,750
Cambridgeshire median annual salary £80,000 £55,000 £50,000
% change year-on-year +45.45% +10.00% +5.26%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 762 1,080 1,184
As % of all permanent IT jobs advertised in Cambridge 49.74% 45.11% 44.41%
Number of salaries quoted 411 782 879
Cambridge median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,250 £27,500 £30,000
90th Percentile £78,750 £72,500 £72,500
Cambridgeshire median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

Data Structures
Job Vacancy Trend in Cambridge

Job postings citing Data Structures as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Structures in Cambridge

Data Structures
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Cambridge.

Salary trend for Data Structures in Cambridge

Data Structures
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Structures in Cambridge over the 6 months to 22 September 2019.

Salary histogram for Data Structures in Cambridge

For the 6 months to 22 September 2019, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Data Structures.

1 35 (92.11%) Algorithms
2 32 (84.21%) Scrum
3 28 (73.68%) Virtual Team
4 23 (60.53%) API Testing
4 23 (60.53%) Defect Tracking
4 23 (60.53%) WorldPay
4 23 (60.53%) TDD
4 23 (60.53%) Project Management
4 23 (60.53%) SOAP
4 23 (60.53%) QA
4 23 (60.53%) Kanban
4 23 (60.53%) Test Automation
4 23 (60.53%) BDD
4 23 (60.53%) REST
4 23 (60.53%) Gherkin
5 13 (34.21%) Agile Software Development
5 13 (34.21%) Git (software)
6 11 (28.95%) Degree
6 11 (28.95%) JIRA
6 11 (28.95%) Linux
6 11 (28.95%) C
6 11 (28.95%) C++
6 11 (28.95%) Python
6 11 (28.95%) Problem-Solving
7 10 (26.32%) Linux Command Line
7 10 (26.32%) Performance Analysis
7 10 (26.32%) Java
7 10 (26.32%) Games
7 10 (26.32%) Android
7 10 (26.32%) Game Development

Data Structures
Co-occurring IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (7.89%) Apache Spark
2 1 (2.63%) Elasticsearch
2 1 (2.63%) nginx
Cloud Services
1 3 (7.89%) Amazon EMR
1 3 (7.89%) Amazon S3
1 3 (7.89%) Amazon SQS
1 3 (7.89%) AWS
2 1 (2.63%) Azure
2 1 (2.63%) GitHub
Database & Business Intelligence
1 3 (7.89%) Amazon Aurora
1 3 (7.89%) Amazon Redshift
1 3 (7.89%) Apache Hive
1 3 (7.89%) Big Data
1 3 (7.89%) MySQL
1 3 (7.89%) PostgreSQL
1 3 (7.89%) Relational Database
1 3 (7.89%) Star Schema
2 1 (2.63%) Data Mining
Development Applications
1 13 (34.21%) Git (software)
2 11 (28.95%) JIRA
3 8 (21.05%) Jenkins
4 5 (13.16%) Eclipse
4 5 (13.16%) GoCD
4 5 (13.16%) JUnit
4 5 (13.16%) Maven
4 5 (13.16%) Subversion
5 3 (7.89%) Sonatype Nexus
6 1 (2.63%) GitLab
General
1 10 (26.32%) Games
Job Titles
1 22 (57.89%) Senior Software Tester
1 22 (57.89%) Senior Tester
1 22 (57.89%) Software Tester
1 22 (57.89%) Tester
2 6 (15.79%) Developer
3 5 (13.16%) Architect
3 5 (13.16%) Performance Architect
4 1 (2.63%) C# Developer
4 1 (2.63%) C# Software Developer
4 1 (2.63%) Python Engineer
4 1 (2.63%) Python Software Engineer
4 1 (2.63%) Scrum Master
4 1 (2.63%) Senior Scrum Master
4 1 (2.63%) Senior Software Engineer
4 1 (2.63%) Software Developer
4 1 (2.63%) Software Engineer
4 1 (2.63%) Test Automation Engineer
4 1 (2.63%) Test Engineer
Libraries, Frameworks & Software Standards
1 23 (60.53%) Gherkin
1 23 (60.53%) REST
1 23 (60.53%) SOAP
2 5 (13.16%) LLVM
2 5 (13.16%) OpenGL
2 5 (13.16%) OpenGL ES
2 5 (13.16%) Vulkan
3 1 (2.63%) Natural Language Processing
Miscellaneous
1 35 (92.11%) Algorithms
2 28 (73.68%) Virtual Team
3 10 (26.32%) Linux Command Line
4 5 (13.16%) Self-Motivation
5 3 (7.89%) Analytical Skills
6 1 (2.63%) Mobile App
Operating Systems
1 11 (28.95%) Linux
2 10 (26.32%) Android
3 5 (13.16%) Embedded Linux
Processes & Methodologies
1 32 (84.21%) Scrum
2 23 (60.53%) API Testing
2 23 (60.53%) BDD
2 23 (60.53%) Defect Tracking
2 23 (60.53%) Kanban
2 23 (60.53%) Project Management
2 23 (60.53%) TDD
2 23 (60.53%) Test Automation
3 13 (34.21%) Agile Software Development
4 11 (28.95%) Problem-Solving
5 10 (26.32%) Game Development
5 10 (26.32%) Performance Analysis
6 8 (21.05%) Continuous Integration
6 8 (21.05%) Data Analysis
7 6 (15.79%) Software Engineering
8 5 (13.16%) Android Development
8 5 (13.16%) SDLC
9 3 (7.89%) Analytics
9 3 (7.89%) High Availability
9 3 (7.89%) Visualisation
Programming Languages
1 11 (28.95%) C
1 11 (28.95%) C++
1 11 (28.95%) Python
2 10 (26.32%) Java
3 5 (13.16%) Bash Shell
4 1 (2.63%) C#
4 1 (2.63%) Go
4 1 (2.63%) JavaScript
Qualifications
1 11 (28.95%) Degree
2 1 (2.63%) Computer Science Degree
Quality Assurance & Compliance
1 23 (60.53%) QA
System Software
1 1 (2.63%) Docker
Systems Management
1 1 (2.63%) Ansible
1 1 (2.63%) Docker Swarm
1 1 (2.63%) Kubernetes
1 1 (2.63%) Terraform
Vendors
1 23 (60.53%) WorldPay
2 1 (2.63%) Xamarin